weaviate · Shan-Weaviate · Nov 27, 2025 · Nov 27, 2025
diff --git a/_includes/wcs/wcs-landing-get-started.mdx b/_includes/wcs/wcs-landing-get-started.mdx
@@ -5,8 +5,9 @@ import CardsSection from "/src/components/CardsSection";
 export const nextStepsData = [
   {
     title: "Weaviate Cloud: Console",
-    description: " Go directly to the Weaviate Cloud console and create your first cluster.",
-    link: "https://weaviate.io/go/console?utm_source=docs&utm_content=others",
+    description:
+      " Go directly to the Weaviate Cloud console and create your first cluster.",
+    link: "/go/console?utm_content=others",
     icon: "fa fa-desktop",
   },
   {

diff --git a/_includes/wcs/wcs-landing-intro.mdx b/_includes/wcs/wcs-landing-intro.mdx
@@ -1,3 +1,3 @@
-**[Weaviate Cloud (WCD)](https://weaviate.io/go/console?utm_source=docs&utm_content=others)** is a fully managed vector database in the cloud.
+**[Weaviate Cloud (WCD)](/go/console?utm_content=others)** is a fully managed vector database in the cloud.
 
 Weaviate Cloud manages the infrastructure so you can focus on innovation. Use Weaviate Cloud to simplify development and confidently deploy enterprise-ready AI applications.
diff --git a/_includes/wcs/weaviate-cloud-edit-organization.mdx b/_includes/wcs/weaviate-cloud-edit-organization.mdx
@@ -1,12 +1,12 @@
-import Link from '@docusaurus/Link';
-import OrganizationSettings from '/docs/cloud/img/weaviate-cloud-organization-settings.png';
+import Link from "@docusaurus/Link";
+import OrganizationSettings from "/docs/cloud/img/weaviate-cloud-organization-settings.png";
 
 <div class="row">
   <div class="col col--6">
     <ol>
       <li>
-        Open the{' '}
-        <Link to="https://weaviate.io/go/console?utm_source=docs&utm_content=others">Weaviate Cloud console</Link>.
+        Open the{" "}
+        <Link to="/go/console?utm_content=others">Weaviate Cloud console</Link>.
       </li>
       <li>
         Open the organization dropdown menu (<span class="callout">1</span>).

diff --git a/docs/agents/personalization/tutorial-recipe-recommender.mdx b/docs/agents/personalization/tutorial-recipe-recommender.mdx
@@ -1,23 +1,23 @@
 ---
 title: Build a recipe recommender with the Personalization Agent
-sidebar_label: 'Tutorial: Recipe recommender'
+sidebar_label: "Tutorial: Recipe recommender"
 description: "Tutorial for creating a recipe recommendation system using the Personalization Agent."
 sidebar_position: 40
 image: og/docs/tutorials.jpg
 # tags: ['personalization', 'recommendation']
 ---
 
-import Tabs from '@theme/Tabs';
-import TabItem from '@theme/TabItem';
-import FilteredTextBlock from '@site/src/components/Documentation/FilteredTextBlock';
-import PyCode from '!!raw-loader!/docs/agents/_includes/personalization_agent_tutorial_food_recommender.py';
+import Tabs from "@theme/Tabs";
+import TabItem from "@theme/TabItem";
+import FilteredTextBlock from "@site/src/components/Documentation/FilteredTextBlock";
+import PyCode from "!!raw-loader!/docs/agents/_includes/personalization_agent_tutorial_food_recommender.py";
 
 <CloudOnlyBadge />
 
 :::caution Technical Preview
 
-![This Weaviate Agent is in technical preview.](../_includes/agents_tech_preview_light.png#gh-light-mode-only 'This Weaviate Agent is in technical preview.')
-![This Weaviate Agent is in technical preview.](../_includes/agents_tech_preview_dark.png#gh-dark-mode-only 'This Weaviate Agent is in technical preview.')
+![This Weaviate Agent is in technical preview.](../_includes/agents_tech_preview_light.png#gh-light-mode-only "This Weaviate Agent is in technical preview.")
+![This Weaviate Agent is in technical preview.](../_includes/agents_tech_preview_dark.png#gh-dark-mode-only "This Weaviate Agent is in technical preview.")
 
 [Sign up here](https://events.weaviate.io/weaviate-agents) for notifications on Weaviate Agents, or visit [this page](https://weaviateagents.featurebase.app/) to see the latest updates and provide feedback.
 
@@ -38,7 +38,7 @@ It is available on HuggingFace:
 
 The Weaviate Personalization Agent is a pre-built agentic service designed to retrieve objects from a Weaviate collection in a way that is tailored to individual users. It achieves this by considering a user's defined persona (profile) and their history of interactions with items in the collection.
 
-import WeaviateAgentsPersonalizationFoodFlowchart from '/docs/agents/_includes/personalization_agent_tutorial_food_recommender_flowchart.png';
+import WeaviateAgentsPersonalizationFoodFlowchart from "/docs/agents/_includes/personalization_agent_tutorial_food_recommender_flowchart.png";
 
 <div class="row">
   <div class="card">
@@ -64,7 +64,7 @@ The Personalization Agent:
 
 ## Prerequisites
 
-To use the Weaviate Agents and Weaviate Embedding service, you need to have a **[Weaviate Cloud](https://weaviate.io/go/console?utm_source=docs&utm_content=agents)** account.
+To use the Weaviate Agents and Weaviate Embedding service, you need to have a **[Weaviate Cloud](/go/console?utm_content=agents)** account.
 
 ## Step 1: Set up Weaviate
 
@@ -106,7 +106,7 @@ pip install datasets
 </TabItem>
 </Tabs>
 
-import ForcePipInstall from '../_includes/_force_pip_install.mdx';
+import ForcePipInstall from "../_includes/_force_pip_install.mdx";
 
 <ForcePipInstall />
 
@@ -135,7 +135,7 @@ In the following code blocks, we will pull our demo recipe dataset from Hugging
 
 Below you can see what the objects in the `Recipes` dataset look like.
 
-import WeaviateAgentsPersonalizationFoodDataset from '/docs/agents/_includes/personalization_agent_tutorial_food_recommender_dataset.png';
+import WeaviateAgentsPersonalizationFoodDataset from "/docs/agents/_includes/personalization_agent_tutorial_food_recommender_dataset.png";
 
 <div class="row">
   <div class="card">
@@ -242,7 +242,7 @@ Feel free to modify the example below to represent your own food preferences\!
 
 Each `PersonaInteraction` links a `persona_id` to an `item_id` (the UUID of an object in the "Recipes" collection) and includes a `weight` from -1.0 (strong dislike) to 1.0 (strong like).
 
-import WeaviateAgentsPersonalizationFoodUser from '/docs/agents/_includes/personalization_agent_tutorial_food_recommender_user.png';
+import WeaviateAgentsPersonalizationFoodUser from "/docs/agents/_includes/personalization_agent_tutorial_food_recommender_user.png";
 
 <div class="row">
   <div class="card">
@@ -368,6 +368,6 @@ The Personalization Agent allows you to easily add sophisticated, personalized r
 The official changelog for Weaviate Agents can be [found here](https://weaviateagents.featurebase.app/changelog). If you have feedback, such as feature requests, bug reports or questions, please [submit them here](https://weaviateagents.featurebase.app/), where you will be able to see the status of your feedback and vote on others' feedback.
 :::
 
-import DocsFeedback from '/_includes/docs-feedback.mdx';
+import DocsFeedback from "/_includes/docs-feedback.mdx";
 
 <DocsFeedback />
diff --git a/docs/agents/personalization/usage.md b/docs/agents/personalization/usage.md
@@ -9,7 +9,7 @@ image: og/docs/agents.jpg
 import Tabs from '@theme/Tabs';
 import TabItem from '@theme/TabItem';
 import FilteredTextBlock from '@site/src/components/Documentation/FilteredTextBlock';
-import PyCode from '!!raw-loader!/docs/agents/_includes/personalization_agent.py';
+import PyCode from '!!raw-loader!/docs/agents/\_includes/personalization_agent.py';
 
 # Weaviate Personalization Agent: Usage
 
@@ -24,7 +24,6 @@ import PyCode from '!!raw-loader!/docs/agents/_includes/personalization_agent.py
 
 :::
 
-
 The Weaviate Personalization Agent is an agentic service designed to return personalized recommendations tailored to each user. The Personalization Agent uses data from the associated Weaviate Cloud instance to provide these recommendations.
 
 :::tip Nomenclature: User vs Developer
@@ -50,7 +49,7 @@ This Agent is available exclusively for use with a Weaviate Cloud instance.
 
 Refer to the [Weaviate Cloud documentation](/cloud/index.mdx) for more information on how to set up a Weaviate Cloud instance.
 
-You can try this Weaviate Agent with a free Sandbox instance on [Weaviate Cloud](https://weaviate.io/go/console?utm_source=docs&utm_content=agents).
+You can try this Weaviate Agent with a free Sandbox instance on [Weaviate Cloud](/go/console?utm_content=agents).
 
 ### Client library
 
@@ -97,6 +96,7 @@ To use the Personalization Agent, follow the below high-level steps:
 - Obtain personalized recommendations
 
 Optionally, the personalization agent can:
+
 - Perform reranking of the results
 - With a further option of custom instructions for the reranking
 
@@ -166,14 +166,14 @@ You can delete or update an existing user persona, as well as to check if a user
 
 To delete a user persona, specify the user ID of the persona to be deleted.
 <Tabs className="code" groupId="languages">
-    <TabItem value="py_agents" label="Python">
-        <FilteredTextBlock
+<TabItem value="py_agents" label="Python">
+<FilteredTextBlock
             text={PyCode}
             startMarker="# START DeletePersona"
             endMarker="# END DeletePersona"
             language="py"
         />
-    </TabItem>
+</TabItem>
 </Tabs>
 
 #### Update a user persona
@@ -308,8 +308,8 @@ In addition to the response objects, the response may include the following info
 
 - Rationale for the recommendations
 - For each object:
-    - Original rank of the item
-    - Personalized rank of the item
+  - Original rank of the item
+  - Personalized rank of the item
 
 <Tabs className="code" groupId="languages">
     <TabItem value="py_agents" label="Python">
@@ -395,7 +395,6 @@ The combined Weaviate query and personalization agent query is not available for
 The official changelog for Weaviate Agents can be [found here](https://weaviateagents.featurebase.app/changelog). If you have feedback, such as feature requests, bug reports or questions, please [submit them here](https://weaviateagents.featurebase.app/), where you will be able to see the status of your feedback and vote on others' feedback.
 :::
 
-import DocsFeedback from '/_includes/docs-feedback.mdx';
+import DocsFeedback from '/\_includes/docs-feedback.mdx';
 
 <DocsFeedback/>
-
diff --git a/docs/agents/query/tutorial-ecommerce.mdx b/docs/agents/query/tutorial-ecommerce.mdx
@@ -51,7 +51,7 @@ The Query Agent:
 
 ## Prerequisites
 
-To use the Weaviate Agents and Weaviate Embedding service, you need to have a **[Weaviate Cloud](https://weaviate.io/go/console?utm_source=docs&utm_content=agents)** account.
+To use the Weaviate Agents and Weaviate Embedding service, you need to have a **[Weaviate Cloud](/go/console?utm_content=agents)** account.
 
 ## Step 1: Set up Weaviate
 

diff --git a/docs/agents/query/usage.md b/docs/agents/query/usage.md
@@ -31,7 +31,7 @@ This page describes how to use the Query Agent to answer natural language querie
 
 This Agent is available exclusively for use with a Weaviate Cloud instance. Refer to the [Weaviate Cloud documentation](/cloud/index.mdx) for more information on how to set up a Weaviate Cloud instance.
 
-You can try this Weaviate Agent with a free Sandbox instance on [Weaviate Cloud](https://weaviate.io/go/console?utm_source=docs&utm_content=agents).
+You can try this Weaviate Agent with a free Sandbox instance on [Weaviate Cloud](/go/console?utm_content=agents).
 
 ### Client library
 

diff --git a/docs/agents/transformation/tutorial-enrich-dataset.mdx b/docs/agents/transformation/tutorial-enrich-dataset.mdx
@@ -62,7 +62,7 @@ The Transformation Agent:
 
 ## Prerequisites
 
-To use the Weaviate Agents and Weaviate Embedding service, you need to have a **[Weaviate Cloud](https://weaviate.io/go/console?utm_source=docs&utm_content=agents)** account.
+To use the Weaviate Agents and Weaviate Embedding service, you need to have a **[Weaviate Cloud](/go/console?utm_content=agents)** account.
 
 ## Step 1: Set up Weaviate
 
@@ -337,8 +337,8 @@ import WeaviateAgentsExplorerTool from "/docs/agents/_includes/transformation_ag
   <div class="col col--3">
     <p>
       Now, you can open the{" "}
-      <a href="https://weaviate.io/go/console?utm_source=docs&utm_content=agentsapps/explorer">Explorer tool</a>{" "}
-      to check the results of the transformation.
+      <a href="/go/console?utm_content=agentsapps/explorer">Explorer tool</a> to
+      check the results of the transformation.
     </p>
   </div>
   <div class="col col--9">

diff --git a/docs/agents/transformation/usage.md b/docs/agents/transformation/usage.md
@@ -9,8 +9,7 @@ image: og/docs/agents.jpg
 import Tabs from '@theme/Tabs';
 import TabItem from '@theme/TabItem';
 import FilteredTextBlock from '@site/src/components/Documentation/FilteredTextBlock';
-import PyCode from '!!raw-loader!/docs/agents/_includes/transformation_agent.py';
-
+import PyCode from '!!raw-loader!/docs/agents/\_includes/transformation_agent.py';
 
 # Weaviate Transformation Agent: Usage
 
@@ -50,7 +49,7 @@ This Agent is available exclusively for use with a Weaviate Cloud instance.
 
 Refer to the [Weaviate Cloud documentation](/cloud/index.mdx) for more information on how to set up a Weaviate Cloud instance.
 
-You can try this Weaviate Agent with a free Sandbox instance on [Weaviate Cloud](https://weaviate.io/go/console?utm_source=docs&utm_content=agents).
+You can try this Weaviate Agent with a free Sandbox instance on [Weaviate Cloud](/go/console?utm_content=agents).
 
 ### Client library
 
@@ -233,6 +232,6 @@ This will be addressed in future versions of the Transformation Agent.
 The official changelog for Weaviate Agents can be [found here](https://weaviateagents.featurebase.app/changelog). If you have feedback, such as feature requests, bug reports or questions, please [submit them here](https://weaviateagents.featurebase.app/), where you will be able to see the status of your feedback and vote on others' feedback.
 :::
 
-import DocsFeedback from '/_includes/docs-feedback.mdx';
+import DocsFeedback from '/\_includes/docs-feedback.mdx';
 
 <DocsFeedback/>
diff --git a/docs/cloud/embeddings/administration.md b/docs/cloud/embeddings/administration.md
@@ -7,7 +7,6 @@ image: og/wcd/user_guides.jpg
 
 import Link from '@docusaurus/Link';
 
-
 :::info
 Weaviate Embeddings is enabled by default at the organization level and is available to all Weaviate Cloud users.
 :::
@@ -22,7 +21,7 @@ import DisableWeaviateEmbeddings from '/docs/cloud/img/weaviate-cloud-disable-em
   <div class="col col--4">
     <ol>
       <li>
-        Open the <Link to="https://weaviate.io/go/console?utm_source=docs&utm_content=cloud">Weaviate Cloud console</Link>.
+        Open the <Link to="/go/console?utm_content=cloud">Weaviate Cloud console</Link>.
       </li>
       <li>
        Click on <code>Weaviate Embeddings</code> in the left sidebar (<span class="callout">1</span>).
@@ -47,6 +46,7 @@ import DisableWeaviateEmbeddings from '/docs/cloud/img/weaviate-cloud-disable-em
 ## Pricing and billing
 
 <!-- TODO[g-despot] Update link -->
+
 If you would like to learn about the pricing model, you can visit the Weaviate Embeddings [product page](https://weaviate.io/product/embeddings).
 The pricing works on a per-token basis. This means that you will only be billed for the tokens that are successfully consumed.
 In other words, only requests that result in valid responses from the API are considered.
@@ -62,6 +62,6 @@ More info about billing in Weaviate Cloud can be found on [this page](/cloud/pla
 
 ## Support & feedback
 
-import SupportAndTrouble from '/_includes/wcs/support-and-troubleshoot.mdx';
+import SupportAndTrouble from '/\_includes/wcs/support-and-troubleshoot.mdx';
 
 <SupportAndTrouble />
diff --git a/docs/cloud/faq.mdx b/docs/cloud/faq.mdx
@@ -5,7 +5,7 @@ description: "Frequently asked questions and answers about Weaviate Cloud (WCD)
 image: og/wcd/faq.jpg
 ---
 
-Frequently asked questions (FAQs) about [Weaviate Cloud (WCD)](https://weaviate.io/go/console?utm_source=docs&utm_content=cloud).
+Frequently asked questions (FAQs) about [Weaviate Cloud (WCD)](/go/console?utm_content=cloud).
 
 ## Features
 
@@ -25,7 +25,7 @@ Using Weaviate Cloud gives you access to a 14-day free sandbox for testing. You
 <details>
 <summary> Answer </summary>
 
-Yes. Go to the [Weaviate Cloud login page](https://weaviate.io/go/console?utm_source=docs&utm_content=cloud) and click the "Log in" button. Then, click **"Forgot Password"** and enter your email. You’ll receive a reset email at that address.
+Yes. Go to the [Weaviate Cloud login page](/go/console?utm_content=cloud) and click the "Log in" button. Then, click **"Forgot Password"** and enter your email. You’ll receive a reset email at that address.
 
 </details>
 
@@ -127,6 +127,6 @@ Weaviate updated it's Cloud offering on October 27th, 2025. Before that, **Share
 
 ## Support
 
-import SupportAndTrouble from '/_includes/wcs/support-and-troubleshoot.mdx';
+import SupportAndTrouble from "/_includes/wcs/support-and-troubleshoot.mdx";
 
 <SupportAndTrouble />
diff --git a/docs/cloud/manage-clusters/authentication.mdx b/docs/cloud/manage-clusters/authentication.mdx
@@ -56,7 +56,7 @@ If you don't have an existing API key, you'll need to create one. Follow these s
 
 To create an API key, follow these steps:
 
-1.  Open the [Weaviate Cloud console](https://weaviate.io/go/console?utm_source=docs&utm_content=cloud) and [select your cluster](/cloud/manage-clusters/status#select-a-cluster).
+1.  Open the [Weaviate Cloud console](/go/console?utm_content=cloud) and [select your cluster](/cloud/manage-clusters/status#select-a-cluster).
 2.  Navigate to the `API Keys` section, found in the `Cluster details` panel.
 3.  If you need a new API key, click the `New key` button.
 4.  In the `Create API Key` form, provide a descriptive name for your key.
@@ -103,7 +103,7 @@ Rotating an API key allows you to generate a new key while invalidating the old
 
 To rotate an API key, follow these steps:
 
-1.  Open the [Weaviate Cloud console](https://weaviate.io/go/console?utm_source=docs&utm_content=cloud).
+1.  Open the [Weaviate Cloud console](/go/console?utm_content=cloud).
 2.  [Select your cluster](/cloud/manage-clusters/status#select-a-cluster) and navigate to the `API Keys` section.
 3.  Locate the API key you want to rotate and click the `Rotate` button next to it.
 4.  A confirmation dialog will appear, explaining that the old key will be invalidated. Click `Rotate key` to proceed.
@@ -148,7 +148,7 @@ Editing an API key allows you to modify its assigned roles. To edit an API key f
 
 To edit an API key's roles and permissions, follow these steps:
 
-1.  Open the [Weaviate Cloud console](https://weaviate.io/go/console?utm_source=docs&utm_content=cloud).
+1.  Open the [Weaviate Cloud console](/go/console?utm_content=cloud).
 2.  [Select your cluster](/cloud/manage-clusters/status#select-a-cluster) and navigate to the `API Keys` section.
 3.  Locate the API key you want to edit and click the `Edit` button next to it.
 4.  In the `Edit API key` form, you can modify the key's description/name.
@@ -194,7 +194,7 @@ To delete an API key, follow these steps:
 
 To delete an API key, follow these steps:
 
-1.  Open the [Weaviate Cloud console](https://weaviate.io/go/console?utm_source=docs&utm_content=cloud).
+1.  Open the [Weaviate Cloud console](/go/console?utm_content=cloud).
 2.  [Select your cluster](/cloud/manage-clusters/status#select-a-cluster) and navigate to the `API Keys` section.
 3.  Locate the API key you want to delete and click the `Trash can` button next to it.
 4.  A confirmation dialog will appear. Enter the necessary text (usually the API key name or a confirmation phrase) to confirm the deletion.
@@ -226,8 +226,7 @@ import Register from "/docs/cloud/img/weaviate-cloud-api-keys.png";
   <ol>
     <li className="inline-content">
       Open the{" "}
-      <Link to="https://weaviate.io/go/console?utm_source=docs&utm_content=cloud">Weaviate Cloud console</Link>{" "}
-      and{" "}
+      <Link to="/go/console?utm_content=cloud">Weaviate Cloud console</Link> and{" "}
       <Link to="/cloud/manage-clusters/status#select-a-cluster">
         {" "}
         ssselect your cluster
@@ -295,7 +294,7 @@ import NewAPIKey from "/docs/cloud/img/weaviate-cloud-new-api-key.png";
     <ol>
       <li>
         Open the{" "}
-        <Link to="https://weaviate.io/go/console?utm_source=docs&utm_content=cloud">Weaviate Cloud console</Link>.
+        <Link to="/go/console?utm_content=cloud">Weaviate Cloud console</Link>.
       </li>
       <li>
         <Link to="/cloud/manage-clusters/status#select-a-cluster">
@@ -366,7 +365,7 @@ import DeleteAPIKey from "/docs/cloud/img/weaviate-cloud-delete-api-key.png";
     <ol>
       <li>
         Open the{" "}
-        <Link to="https://weaviate.io/go/console?utm_source=docs&utm_content=cloud">Weaviate Cloud console</Link>.
+        <Link to="/go/console?utm_content=cloud">Weaviate Cloud console</Link>.
       </li>
       <li>
         <Link to="/cloud/manage-clusters/status#select-a-cluster">